The adjustment of factors included were age, sex, duration of diabetes, insulin use, hypertension, smoking, alcohol consumption, and plasma lipid levels, etc. Most of the studies achieved a moderate to high-quality score (Additional file 1: Table S2). This evidence concerns the gene INS and diabetes mellitus.